Polygenic prediction of body mass index and obesity through the life course and across ancestries
Affiliations
- 1 The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- 2 Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.
- 3 Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
- 4 Department of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- 5 MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.
- 6 Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
- 7 Atlanta VA Health Care System, Decatur, GA, USA.
- 8 Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA.
- 9 Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA.
- 10 Department of Epidemiology, School of Public Health, Nanjing Medical University, Nanjing, China.
- 11 Department of Biostatistics and Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI, USA.
- 12 Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia.
- 13 Department of Public Health, Section of Epidemiology, Algorithmic Fairness Research Group, University of Copenhagen, Copenhagen, Denmark.
- 14 Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- 15 Center for Genomic Data Analytics, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- 16 Department of Internal Medicine, Division of Cardiology, University of Michigan, Ann Arbor, MI, USA.
- 17 Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 18 Department of Population Health Sciences, Geisinger, Danville, PA, USA.
- 19 Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 20 Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
- 21 William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK.
- 22 Digital Environment Research Institute, Queen Mary University of London, London, UK.
- 23 Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan.
- 24 Department of Statistical Genetics, Osaka University Graduate School of Medicine, Osaka, Japan.
- 25 Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- 26 Divisions of Genetics and Rheumatology, Brigham and Women's Hospital and Department of Medicine, Harvard Medical School, Boston, MA, USA.
- 27 Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 28 Department of Biostatistics and Epidemiology, School of Public Health and Health Sciences, University of Massachusetts, Amherst, MA, USA.
- 29 Division of Endocrinology, Boston Children's Hospital, Boston, MA, USA.
- 30 Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA.
- 31 Nuffield Department of Population Health, University of Oxford, Oxford, UK.
- 32 Genetics of Complex Traits, College of Medicine and Health, University of Exeter, Exeter, UK.
- 33 Center for Health Data Science, Section for Health Data Science and Artificial Intelligence, Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
- 34 Nuffield Department of Medicine, Centre for Human Genetics, University of Oxford, Oxford, UK.
- 35 Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia.
- 36 Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.
- 37 Division of Biostatistics and Epidemiology, RTI International, Durham, NC, USA.
- 38 Center for Primary Care and Public Health, University of Lausanne, Lausanne, Switzerland.
- 39 Swiss Institute of Bioinformatics, Lausanne, Switzerland.
- 40 Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
- 41 Department of Family Medicine, University of California, San Diego, La Jolla, CA, USA.
- 42 Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA.
- 43 Institute of Biological Psychiatry, Mental Health Services, Copenhagen University Hospital, Copenhagen, Denmark.
- 44 Thurston Arthritis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 45 Harvard Medical School, Boston, MA, USA.
- 46 Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology, Hyderabad, India.
- 47 Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA.
- 48 Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.
- 49 Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland.
- 50 Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 51 Quantinuum Research, LLC, Wayne, PA, USA.
- 52 Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA.
- 53 Department of Genetic Epidemiology, University of Regensburg, Regensburg, Germany.
- 54 Department of Ophthalmology, University Hospital Regensburg, Regensburg, Germany.
- 55 Department of Cardiovascular Sciences, University of Leicester, Leicester, UK.
- 56 NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK.
- 57 Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA.
- 58 Department of Congenital Disorders and Danish National Biobank, Statens Serum Institut, Copenhagen, Denmark.
- 59 Department of Public Health, University of Copenhagen, Copenhagen, Denmark.
- 60 Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA.
- 61 Division of Epidemiology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
- 62 Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy.
- 63 Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK.
- 64 Usher Institute, University of Edinburgh, Edinburgh Bioquarter, Edinburgh, UK.
- 65 Centre for Public Health, Queen's University of Belfast, Northern Ireland, UK.
- 66 Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore.
- 67 Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 68 Center for Spatial and Functional Genomics, Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 69 Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- 70 Department of Twin Research and Genetic Epidemiology, King's College London, London, UK.
- 71 Department of Kinesiology, Faculty of Medicine, Université Laval, Québec, QC, Canada.
- 72 Diamantina Institute, The University of Queensland, Brisbane, Queensland, Australia.
- 73 23andMe, Inc., Sunnyvale, CA, USA.
- 74 Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA.
- 75 Institute of Clinical Molecular Biology, Christian Albrechts University of Kiel, Kiel, Germany.
- 76 Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
- 77 Dipartimento di Scienze Mediche Chirurgiche e Sperimentali, Università degli Studi di Sassari, Sassari, Italy.
- 78 Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.
- 79 Section of Statistical Multi-omics, Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK.
- 80 Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.
- 81 Department of Internal Medicine II, University Hospital Regensburg, Regensburg, Germany.
- 82 Department of Nutrition Science and Dietetics, School of Health Sciences, University of the Peloponnese, Kalamata, Greece.
- 83 Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece.
- 84 Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA.
- 85 Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
- 86 Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- 87 Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany.
- 88 German Center for Diabetes Research (DZD), Neuherberg, Germany.
- 89 COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark.
- 90 Department of Pediatrics, Division of Endocrinology, Boston Children's Hospital, Boston, MA, USA.
- 91 Institute of Cardiovascular Science, Faculty of Population Health, University College London, London, UK.
- 92 Molecular Genetics Section, Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.
- 93 Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA.
- 94 Department of Computational Genomics, National Institute of Genomic Medicine, Mexico City, Mexico.
- 95 Institute of Genetic Epidemiology, Medical University of Innsbruck, Innsbruck, Austria.
- 96 Institute for Medical Informatics, Biometry and Epidemiology, University Hospital Essen, Essen, Germany.
- 97 Institute of Medical Informatics and Statistics, Kiel University, Kiel, Germany.
- 98 Rogel Cancer Center, University of Michigan Medicine, Ann Arbor, MI, USA.
- 99 Eurac Research Institute for Biomedicine, Bolzano, Italy.
- 100 Department for Health Evidence, Radboud University Medical Center, Nijmegen, The Netherlands.
- 101 Jackson Heart Study, Department of Medicine, University of Mississippi, Jackson, MS, USA.
- 102 Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark.
- 103 Cardiovascular Medicine/Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK.
- 104 Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
- 105 Department of Biomedicine (Human Genetics) and iSEQ Center, Aarhus University, Aarhus, Denmark.
- 106 The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark.
- 107 BiRC - Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark.
- 108 The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA.
- 109 Department of Medical Sciences, Uppsala University, Uppsala, Sweden.
- 110 Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.
- 111 Translational Research Centre, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark.
- 112 Danish Headache Center, Department of Neurology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark.
- 113 Danish Multiple Sclerosis Center, Department of Neurology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark.
- 114 Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland.
- 115 Bristol Dental School, University of Bristol, Bristol, UK.
- 116 Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- 117 Framingham Heart Study, Framingham, MA, USA.
- 118 Department of Clinical Sciences in Malmö, Lund University, Lund, Sweden.
- 119 Veterans Affairs Boston Healthcare System, Boston, MA, USA.
- 120 Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria.
- 121 Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria.
- 122 School of Medicine and Public Health, University of Newcastle, Callaghan, New South Wales, Australia.
- 123 Leipzig University, Medical Faculty, Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany.
- 124 Leipzig University, Medical Faculty, LIFE Research Center for Civilization Diseases, Leipzig, Germany.
- 125 Department of Biological Psychology, Behaviour and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
- 126 Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
- 127 School of Public Health and Emergency Management, Southern University of Science and Technology, Shenzhen, Guangdong, China.
- 128 Institute for Global Health and Development, Peking University, Beijing, China.
- 129 Program in Metabolism and Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- 130 Center for Genomic Medicine and Diabetes Unit, Endocrine Division, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.
- 131 Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China.
- 132 Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongwon-gun, Republic of Korea.
- 133 Division of Endocrinology and Metabolism, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
- 134 Biomedical Technology Research Center, Tokushima Research Institute, Otsuka Pharmaceutical Co., Ltd., Tokushima, Japan.
- 135 Research Institute, National Center for Global Health and Medicine, Tokyo, Japan.
- 136 Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
- 137 Department of Child and Adolescent Psychiatry and Pediatric Psychology, Section Complex Trait Genetics, Amsterdam Neuroscience, Vrije Universiteit Medical Center, Amsterdam, The Netherlands.
- 138 Department of Biobank Research, Umeå University, Umeå, Sweden.
- 139 Department of Odontology, Umeå University, Umeå, Sweden.
- 140 Center for Clinical Research and Prevention, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Frederiksberg, Denmark.
- 141 Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
- 142 Department of Nutrition and Dietetics, School of Physical Education, Sport Science and Dietetics, University of Thessaly, Trikala, Greece.
- 143 Faculty of Medicine, University of Kelaniya, Colombo, Sri Lanka.
- 144 Osaka University Graduate School of Medicine, Osaka, Japan.
- 145 Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan.
- 146 Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA.
- 147 Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA.
- 148 Centre for Global Health, Usher Institute, University of Edinburgh, Edinburgh, Scotland.
- 149 Centre for Cardiovascular Sciences, Queens Medical Research Institute, University of Edinburgh, Edinburgh, Scotland.
- 150 Department of Clinical Research Design and Evaluation, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul, Republic of Korea.
- 151 Center for Clinical Epidemiology, Research Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea.
- 152 SYNLAB MVZ Humangenetik Mannheim, Mannheim, Germany.
- 153 Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden.
- 154 Department of Computer Science, University of Toronto, Toronto, ON, Canada.
- 155 Department of Anthropology, University of Toronto at Mississauga, Mississauga, ON, Canada.
- 156 Genomics Research Centre, Centre for Genomics and Personalised Health, School of Biomedical Sciences, Qld University of Technology, Kelvin Grove, Queensland, Australia.
- 157 Oneomics, Soonchunhyang Mirai Medical Center, Gyeonggi-do, Republic of Korea.
- 158 Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.
- 159 Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA.
- 160 Center for Alzheimer's and Related Dementias, National Institutes of Health, Bethesda, MD, USA.
- 161 Data Tecnica International, Glen Echo, MD, USA.
- 162 Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- 163 Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- 164 Cancer Genomics Research Laboratory, Leidos Biomedical Research, Inc., Rockville, MD, USA.
- 165 Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA.
- 166 Department of Mathematics and Statistics, St. Cloud State University, St. Cloud, MN, USA.
- 167 Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA.
- 168 Montreal Heart Institute, Montreal, QC, Canada.
- 169 Departments of Ophthalmology and Human Genetics, Radboud University Nijmegen Medical Center, Nijmegen, The Netherlands.
- 170 MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK.
- 171 Department of Clinical Science, Center for Diabetes Research, University of Bergen, Bergen, Norway.
- 172 Department of Clinical Sciences, Lund University Diabetes Centre, Malmö, Sweden.
- 173 Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland.
- 174 Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
- 175 Department of Cardiology, Heart Center, Tampere University Hospital, Tampere, Finland.
- 176 Department of Genetics & Bioinformatics, Dasman Diabetes Institute, Kuwait City, Kuwait.
- 177 National and Kapodistrian University of Athens, Dromokaiteio Psychiatric Hospital, Athens, Greece.
- 178 NIHR Biomedical Research Centre at Guy's and St. Thomas' Foundation Trust, London, UK.
- 179 Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA.
- 180 MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, Scotland.
- 181 Department of Community Health & Epidemiology and Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada.
- 182 Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany.
- 183 Department of Nephrology and Hypertension, University Hospital Erlangen, Friedrich Alexander Universität Erlangen-Nürnberg, Erlangen, Germany.
- 184 Department of Psychiatry, Amsterdam Public Health and Amsterdam Neuroscience Amsterdam UMC/Vrije Universiteit, Amsterdam, The Netherlands.
- 185 Biomedical and Translational Informatics Institute, Geisinger, Danville, PA, USA.
- 186 Department of Genetics, Institute for Biomedical Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 187 Department of Clinical Chemistry, Tampere University Hospital, Wellbeing Services County of Pirkanmaa, Tampere, Finland.
- 188 Institute for Cardiogenetics, University of Lübeck, DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Lübeck/Kiel and University Heart Center Lübeck, Lübeck, Germany.
- 189 Institute of Epidemiology and Biobank PopGen, University Hospital Schleswig Holstein, Campus Kiel and Kiel University, Kiel, Germany.
- 190 Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland.
- 191 Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland.
- 192 Public Health Informatics Unit, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, Nagoya, Japan.
- 193 Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
- 194 Bioinformatics Core Facility, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
- 195 Korea Institute of Science and Technology, Gangneung Institute of Natural Products, Gangneung, Republic of Korea.
- 196 Department of Clinical Biochemistry, Lillebaelt Hospital, Kolding, Denmark.
- 197 Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
- 198 Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK.
- 199 Health Campus The Hague/Public Health and Primary Care, Leiden University Medical Center, The Hague, The Netherlands.
- 200 Institute of Genetics and Biophysics A. Buzzati-Traverso, CNR, Naples, Italy.
- 201 Department of Clinical Biochemistry, Lillebaelt Hospital, Vejle, Denmark.
- 202 The National Centre for Register-based Research, University of Aarhus, Aarhus, Denmark.
- 203 Medical School, University of Split, Šoltanska 2, Split, Croatia.
- 204 Algebra University College, Zagreb, Croatia.
- 205 Center for Data and Computational Sciences, VA Boston Healthcare System, Boston, MA, USA.
- 206 Center for Non-Communicable Diseases, Karachi, Pakistan.
- 207 Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
- 208 Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
- 209 Hunter Medical Research Institute, New Lambton Heights, New South Wales, Australia.
- 210 Department of Medicine, Division of Endocrinology, Diabetes & Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA.
- 211 Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, MD, USA.
- 212 Unit of Genomics of Complex Diseases, Institut de Recerca Sant Pau (IR Sant Pau), Barcelona, Spain.
- 213 Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Center for Molecular Medicine, Stockholm, Sweden.
- 214 Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.
- 215 Institute for Maternal and Child Health, IRCCS Burlo Garofolo, Trieste, Italy.
- 216 Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
- 217 Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA.
- 218 Department of Biomedical Science, Hallym University, Chuncheon, Republic of Korea.
- 219 Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche (CNR), Cagliari, Italy.
- 220 Department of Cell and Chemical Biology, Leiden University Medical Center, Leiden, The Netherlands.
- 221 Department of Epidemiology and Data Science, Amsterdam Public Health Institute, Amsterdam Cardiovascular Sciences Institute, Amsterdam UMC, location VUmc, Amsterdam, The Netherlands.
- 222 Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA.
- 223 Icelandic Heart Association, Kopavogur, Iceland.
- 224 deCODE Genetics/Amgen, Inc., Reykjavik, Iceland.
- 225 Department of Public Health Sciences, Parkinson School of Health Sciences and Public Health, Loyola University Chicago, Maywood, IL, USA.
- 226 VA Palo Alto Health Care System, Palo Alto, CA, USA.
- 227 Gladstone Institute of Data Science and Biotechnology, Gladstone Institute, San Francisco, CA, USA.
- 228 Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany.
- 229 DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.
- 230 Cardiology Division, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA.
- 231 Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK.
- 232 Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands.
- 233 Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands.
- 234 Central Diagnostic Laboratory, Division Laboratories, Pharmacy, and Biomedical Genetics, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
- 235 Department of Genome Sciences, University of Virginia, Charlottesville, VA, USA.
- 236 Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands.
- 237 Laboratory of Genetic Metabolic Diseases, Amsterdam UMC, University of Amsterdam, Amsterdam Gastroenterology and Metabolism, Amsterdam Cardiovascular Sciences Institute, Amsterdam, The Netherlands.
- 238 Core Facility Metabolomics, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.
- 239 Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
- 240 Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
- 241 Department of Biobehavioral Health, Pennsylvania State University, University Park, PA, USA.
- 242 Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
- 243 Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan.
- 244 Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA.
- 245 Beijing Institute of Ophthalmology, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Sciences Key Laboratory, Beijing, China.
- 246 Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA.
- 247 NIHR Barts Cardiovascular Biomedical Research Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK.
- 248 Department of Ophthalmology, Beijing Tongren Hospital, Capital Medical University, Beijing, China.
- 249 Information Management Services, Inc., Calverton, UK.
- 250 Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK.
- 251 Department of Dermatology, Medical University of Vienna, Vienna, Austria.
- 252 Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway.
- 253 Department of Neurology, Oslo University Hospital, Oslo, Norway.
- 254 Unit for Lifelong Health and Ageing at UCL, Institute of Cardiovascular Science, University College London, London, UK.
- 255 Institute of Genetic Epidemiology, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany.
- 256 Department of Medicine IV - Nephrology and Primary Care, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany.
- 257 Institute of Molecular Medicine, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA.
- 258 Department of Medical Biochemistry, Kurume University School of Medicine, Kurume, Japan.
- 259 Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA.
- 260 Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA.
- 261 Department of Psychology, University of Minnesota, Minneapolis, MN, USA.
- 262 Department of Genetic Medicine, Weill Cornell Medicine, Doha, Qatar.
- 263 Department of Computer and Systems Engineering, Alexandria University, Alexandria, Egypt.
- 264 Department of Cardiology, German Heart Centre Munich, Technical University Munich, Munich, Germany.
- 265 Department of Epidemiology and Biostatistics, Imperial College London, London, UK.
- 266 Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK.
- 267 Victor Phillip Dahdaleh Heart & Lung Research Institute, Cambridge Biomedical Campus, Cambridge, UK.
- 268 Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
- 269 Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA.
- 270 Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- 271 Amsterdam Cardiovascular Sciences Institute, Amsterdam, The Netherlands.
- 272 Molecular Epidemiology Section, Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, The Netherlands.
- 273 Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 274 Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 275 Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands.
- 276 Latin American Brain Health (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
- 277 Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico.
- 278 Tecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud, Monterrey, Mexico.
- 279 Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA.
- 280 Department of Cardiology, Amsterdam Cardiovascular Sciences Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands.
- 281 Institute of Health Informatics, University College London, London, UK.
- 282 The National Institute for Health Research University College London Hospitals Biomedical Research Centre, University College London, London, UK.
- 283 HUNT Center for Molecular and Clinical Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, NTNU, Trondheim, Norway.
- 284 HUNT Research Center, Department of Public Health and Nursing, Norwegian University of Science and Technology, Levanger, Norway.
- 285 Department of Endocrinology, Clinic of Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.
- 286 Department of Nephrology, University Hospital Regensburg, Regensburg, Germany.
- 287 Geriatric Unit, Azienda Toscana Centro, Florence, Italy.
- 288 Medical School, Royal Perth Hospital Unit, University of Western Australia, Perth, Western Australia, Australia.
- 289 Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University (JNU), New Delhi, India.
- 290 Institute of Molecular Genetics, National Research Council of Italy, Pavia, Italy.
- 291 Human Genetics Center and Department of Epidemiology, The University of Texas Health Science Center at Houston, Houston, TX, USA.
- 292 Department of Nephrology and Rheumatology, Kliniken Südostbayern, Regensburg, Germany.
- 293 KfH Kidney Center Traunstein, Traunstein, Germany.
- 294 USC-Office of Population Studies Foundation, Inc., University of San Carlos, Cebu City, Philippines.
- 295 Department of Nutrition and Dietetics, University of San Carlos, Cebu City, Philippines.
- 296 Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, LA, USA.
- 297 Institute of Regional Health Research, University of Southern Denmark, Odense, Denmark.
- 298 Clinic of Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.
- 299 Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.
- 300 Department of Cardiology, Ealing Hospital, London North West University Healthcare NHS Trust, Middlesex, UK.
- 301 Imperial College Healthcare NHS Trust, Imperial College London, London, UK.
- 302 Lightening Lives, Hyderabad, India.
- 303 Department of Ophthalmology, National University of Singapore and National University Health System, Singapore, Singapore.
- 304 Ocular Epidemiology, Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.
- 305 Danish Aging Research Center, University of Southern Denmark, Odense, Denmark.
- 306 Department of Medical Genetics, Oslo University Hospital, Oslo, Norway.
- 307 Department of Medical Research, Bærum Hospital, Vestre Viken Hospital Trust, Gjettum, Norway.
- 308 IRCCS Neuromed, Pozzilli (IS), Pozzilli, Italy.
- 309 Department of Neurology, Division of Vascular Neurology, University of Maryland School of Medicine, Baltimore, MD, USA.
- 310 Department of Neurology, Baltimore Veterans Affairs Medical Center, Baltimore, MD, USA.
- 311 Unidad de Investigación Médica en Bioquímica, Hospital de Especialidades, Centro Médico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico.
- 312 Dipartimento di Scienze Biomediche, Università degli Studi di Sassari, Sassari, Italy.
- 313 Intermountain Heart Institute, Intermountain Medical Center, Murray, UT, USA.
- 314 Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA.
- 315 Department of Vascular Surgery, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands.
- 316 Amsterdam Public Health and Amsterdam Neuroscience, Amsterdam UMC/Vrije Universiteit, Amsterdam, The Netherlands.
- 317 Department of Human Nutrition, Wageningen University, Wageningen, The Netherlands.
- 318 Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA.
- 319 Department of Oncology, University of Cambridge, Cambridge, UK.
- 320 Department of Nephrology and Medical Intensive Care, Charité - Universitätsmedizin Berlin, Berlin, Germany.
- 321 Department of General Practice, Amsterdam Public Health Institute, Amsterdam UMC, location VUmc, Amsterdam, The Netherlands.
- 322 Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA.
- 323 Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
- 324 Cardiac Arrhythmia Service, Massachusetts General Hospital, Boston, MA, USA.
- 325 Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
- 326 Molecular Cardiology Division, Victor Chang Cardiac Research Institute, Darlinghurst, New South Wales, Australia.
- 327 Department of Cardiology, St. Vincent's Hospital, Darlinghurst, New South Wales, Australia.
- 328 Faculty of Medicine, UNSW Sydney, Kensington, New South Wales, Australia.
- 329 Translational Gerontology Branch, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA.
- 330 Department of Medicine, Harvard Medical School, Boston, MA, USA.
- 331 Diabetes Unit, Massachusetts General Hospital, Boston, MA, USA.
- 332 Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK.
- 333 Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA.
- 334 Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Helsingborg, Sweden.
- 335 Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, MD, USA.
- 336 Section on Nephrology, Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA.
- 337 Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München Research Center for Environmental Health, Neuherberg, Germany.
- 338 College of Allied Health Professions, University of Nebraksa Medical Center, Omaha, NE, USA.
- 339 Centro de Investigacion en Salud Poblacional Instituto Nacional de Salud Publica and Centro de Estudios en Diabetes, Cuernavaca Morelos, Mexico.
- 340 Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 341 Division of Endocrinology and Diabetes, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 342 Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 343 Faculty of Medicine, University of Iceland, Reykjavik, Iceland.
- 344 Department of Preventive Medicine, Keck School of Medicine of USC, Los Angeles, CA, USA.
- 345 Division of Pulmonary Medicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 346 Department of Clinical and Biomedical Sciences, University of Exeter, Exeter, UK.
- 347 Khoo Teck Puat - National University Children's Medical Institute, National University Health System, Singapore, Singapore.
- 348 Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria.
- 349 Research Unit of Biomedicine and Internal Medicine, Biocenter of Oulu, Medical Research Center, University of Oulu, Oulu, Finland.
- 350 Department of Pediatric Gastroenterology and Metabolic Diseases, Poznan University of Medical Sciences, Poznań, Poland.
- 351 Menzies Institute for Medical Research, University of Tasmania, Hobart, Tasmania, Australia.
- 352 Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, University of Melbourne, Melbourne, Victoria, Australia.
- 353 Lions Eye Institute, Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, Western Australia, Australia.
- 354 Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA.
- 355 Department of Genetics, Shanghai-MOST Key Laboratory of Heath and Disease Genomics, Chinese National Human Genome Center and Shanghai Industrial Technology Institute, Shanghai, China.
- 356 Department of Internal Medicine, University of Utah, Salt Lake City, UT, USA.
- 357 Department of Pediatrics, Tampere University Hospital, Tampere, Finland.
- 358 Department of Pediatrics, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
- 359 Australian Centre for Precision Health, Clinical and Health Sciences, University of South Australia, Adelaide, South Australia, Australia.
- 360 South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia.
- 361 Department of Environmental and Preventive Medicine, Jichi Medical University School of Medicine, Shimotsuke, Japan.
- 362 Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA.
- 363 Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulun, Finland.
- 364 Unit of Primary Health Care, Oulu University Hospital, OYS, Oulu, Finland.
- 365 Department of Life Sciences, College of Health and Life Sciences, Brunel University London, Uxbridge, UK.
- 366 The Eye Hospital, School of Ophthalmology & Optometry, Wenzhou Medical University, Wenzhou, China.
- 367 Institut Français de Myopie, Hôpital Fondation Rothschild, Paris, France.
- 368 Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.
- 369 Privatpraxis Prof. Jonas und Dr. Panda-Jonas, Heidelberg, Germany.
- 370 L V Prasad Eye Institute, Hyderabad, India.
- 371 Einthoven Laboratory for Experimental Vascular Medicine, LUMC, Leiden, The Netherlands.
- 372 Netherlands Heart Institute, Utrecht, The Netherlands.
- 373 Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland.
- 374 Department of Clinical Physiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
- 375 Laboratory of Complex Trait Genomics, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan.
- 376 Department of Ophthalmology, The Catholic University of Korea Incheon St. Mary's Hospital, Incheon, Republic of Korea.
- 377 Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Churchill Hospital, Oxford, UK.
- 378 NIHR Oxford Biomedical Research Centre, Churchill Hospital, Oxford, UK.
- 379 German Centre for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany.
- 380 Verve Therapeutics, Boston, MA, USA.
- 381 Brigham and Women's Hospital, Boston, MA, USA.
- 382 Department of Urology, Radboud University Medical Center, Nijmegen, The Netherlands.
- 383 Corneal Dystrophy Research Institute, Yonsei University College of Medicine, Seoul, Republic of Korea.
- 384 Saevit Eye Hospital, Goyang-si, Republic of Korea.
- 385 Department of Biochemistry, College of Medicine, Ewha Womans University, Seoul, Republic of Korea.
- 386 Department of Cardiology, University Heart and Vascular Center UKE Hamburg, Hamburg, Germany.
- 387 Institute of Cardiovascular Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK.
- 388 German Center for Cardiovascular Research, Partner Site, Hamburg/Kiel/Lübeck, Germany.
- 389 Atrial Fibrillation NETwork, Münster, Germany.
- 390 UCL Brain Sciences, University College London, London, UK.
- 391 Clinicum, University of Helsinki, Helsinki, Finland.
- 392 Healthy Longevity Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- 393 Department of Medicine, University of Helsinki, Helsinki University Hospital, Helsinki, Finland.
- 394 Minerva Foundation Institute for Medical Research, Helsinki, Finland.
- 395 First Department of Propaedeutic Internal Medicine, Medical School, National and Kapodistrian University of Athens, Laiko General Hospital, Athens, Greece.
- 396 MRC-PHE Centre for Environment and Health, Imperial College London, London, UK.
- 397 National Heart and Lung Institute, Imperial College London, London, UK.
- 398 Medical Department III - Endocrinology, Nephrology, Rheumatology, Leipzig University Medical Center, Leipzig, Germany.
- 399 Institute for Social and Economic Research, University of Essex, Wivenhoe Park, UK.
- 400 Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland.
- 401 Department of Medicine, University of Colorado at Denver, Aurora, CO, USA.
- 402 Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany.
- 403 Precision Healthcare University Research Institute, Queen Mary University of London, London, UK.
- 404 Department of Internal Medicine, Ewha Womans University School of Medicine, Seoul, Republic of Korea.
- 405 Department of Epidemiology and Biostatistics, Peking University Health Science Center, Beijing, China.
- 406 Peking University Center for Public Health and Epidemic Preparedness & Response, Beijing, China.
- 407 Institute of Epidemiology and Biobank Popgen, Kiel University, Kiel, Germany.
- 408 Key Laboratory of Systems Health Science of Zhejiang Province, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Hangzhou, China.
- 409 Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
- 410 Division of Cardiovascular Medicine and Abboud Cardiovascular Research Center, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.
- 411 Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
- 412 Division of Cardiology, University of California, San Francisco, San Francisco, CA, USA.
- 413 Department of Medicine, Internal Medicine, Lausanne University Hospital, Lausanne, Switzerland.
- 414 University of Lausanne, Lausanne, Switzerland.
- 415 SYNLAB Academy, SYNLAB Holding Deutschland GmbH, Mannheim, Germany.
- 416 Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria.
- 417 Department of Medicine, Division of Cardiology, Duke University School of Medicine, Durham, NC, USA.
- 418 Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC, USA.
- 419 Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
- 420 Geriatric Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
- 421 Centre for Vision Research and Department of Ophthalmology, Westmead Millennium Institute of Medical Research, University of Sydney, Sydney, New South Wales, Australia.
- 422 Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands.
- 423 Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK.
- 424 Data Tecnica, Washington, DC, USA.
- 425 Electrophysiology Section, Division of Cardiovascular Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 426 Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 427 Department of Chronic Diseases, Norwegian Institute of Public Health, Oslo, Norway.
- 428 Department of Pain Management and Research, Oslo University Hospital, Oslo, Norway.
- 429 Department of Cardiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology Tampere University, Tampere, Finland.
- 430 Institute of Human Genetics, School of Medicine & University Hospital Bonn, Bonn, Germany.
- 431 Department of Medicine, College of Medicine, University of Ibadan, Ibadan, Nigeria.
- 432 Department of Drug Treatment, Sahlgrenska University Hospital, Gothenburg, Sweden.
- 433 Laboratorio de Inmunogenómica y Enfermedades Metabólicas, Instituto Nacional de Medicina Genómica, CDMX, Mexico City, Mexico.
- 434 Paavo Nurmi Centre and Unit for Health and Physical Activity, University of Turku, Turku, Finland.
- 435 Institute for Precision Health, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA.
- 436 Pat MacPherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Population Health and Genomics, School of Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK.
- 437 Centre Nutrition, santé et société (NUTRISS), Institute of Nutrition and Functional Foods, Université Laval, Québec, QC, Canada.
- 438 Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
- 439 Institute for Medical Information Processing, Biometry and Epidemiology, Medical Faculty, Ludwig Maximilians Universität München, Munich, Germany.
- 440 Population, Policy and Practice, UCL Great Ormond Street Hospital Institute of Child Health, London, UK.
- 441 Department of Epidemiology, University of Washington, Seattle, WA, USA.
- 442 Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA.
- 443 Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 444 Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland.
- 445 InFLAMES Research Flagship, University of Turku, Turku, Finland.
- 446 Second Department of Cardiology, Medical School, National and Kapodistrian University of Athens, University General Hospital Attikon, Athens, Greece.
- 447 Center for Biostatistics and Data Science, Washington University School of Medicine, St. Louis, MO, USA.
- 448 Genetics, Merck Sharp & Dohme Corp., Kenilworth, NJ, USA.
- 449 Department of Endocrinology and Metabolism, Kyung Hee University School of Medicine, Dongdaemun-gu, Seoul, Republic of Korea.
- 450 Department of Public Health, Clinicum, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
- 451 Departments of Medicine, Pharmacology, and Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
- 452 Center for Cohort Studies, Total Healthcare Center, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.
- 453 Department of Occupational and Environmental Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.
- 454 Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore.
- 455 Department of Medicine, University of Ibadan, Ibadan, Nigeria.
- 456 Department of Cardiology and Department of Medicine, Columbia University, Columbia, NY, USA.
- 457 Department of Pediatrics, Section of Genetics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- 458 Department of Pharmaceutical Sciences, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- 459 Department of Physiology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- 460 Oklahoma Center for Neuroscience, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- 461 Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK.
- 462 Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Medical University of Graz, Graz, Austria.
- 463 Institute of Nutritional Science, University of Potsdam, Nuthetal, Germany.
- 464 Deutsches Herzzentrum München, Cardiology, Deutsches Zentrum für Herz- und Kreislaufforschung (DZHK) - Munich Heart Alliance and Technische Universität München, München, Germany.
- 465 School of Biomedical Science and Pharmacy, University of Newcastle, Callaghan, New South Wales, Australia.
- 466 Institute of Molecular and Genomic Medicine, National Health Research Institutes, Zhunan, Taiwan.
- 467 Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
- 468 Department of Social Medicine, Population and Public Health, School of Medicine, University of California, Riverside, Riverside, CA, USA.
- 469 Department of Medicine I, University Hospital, LMU Munich, Munich, Germany.
- 470 Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden.
- 471 The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, Sweden.
- 472 Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund University, Lund, Sweden.
- 473 Population Health Research Institute, St. George's University of London, London, UK.
- 474 Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore.
- 475 Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
- 476 Department of Medicine, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada.
- 477 Helsinki University Hospital, Helsinki, Finland.
- 478 Helsinki University Central Hospital, Research Program for Clinical and Molecular Metabolism, University of Helsinki, Helsinki, Finland.
- 479 Folkhälsan Research Center, Helsinki, Finland.
- 480 Department of Public Health, University of Helsinki, Helsinki, Finland.
- 481 Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia.
- 482 Unidad de Biología Molecular y Medicina Genómica, Instituto de Investigaciones Biomédicas, UNAM, Mexico City, Mexico.
- 483 Milken Institute School of Public Health, The George Washington University, Washington, DC, USA.
- 484 Department of Geriatric Medicine, Amsterdam Public Health, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands.
- 485 Department of Epidemiology and Data Science, Amsterdam UMC, Amsterdam, The Netherlands.
- 486 School of Nutrition, Faculty of Agricultural and Food Sciences, Université Laval, Québec, QC, Canada.
- 487 Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany.
- 488 Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany.
- 489 Unidad de Investigación Médica en Epidemiología Clínica, Hospital de Especialidades, Centro Médico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico.
- 490 Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK.
- 491 Hero DMC Heart Institute, Dayanand Medical College, Ludhiana, India.
- 492 Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA.
- 493 Department of Physiology & Neuroscience, Keck School of Medicine of USC, Los Angeles, CA, USA.
- 494 USC Diabetes and Obesity Research Institute, Keck School of Medicine of USC, Los Angeles, CA, USA.
- 495 Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
- 496 School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua Medicine, Tsinghua University, Beijing, China.
- 497 Diabetes Unit, KEM Hospital and Research Centre, Pune, India.
- 498 School of Life Sciences, Westlake University, Hangzhou, China.
- 499 Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China.
- 500 Kurume University School of Medicine, Kurume, Japan.
- 501 Cancer Epidemiology and Prevention Program, UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
- 502 Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA.
- 503 Technical University of Munich and Klinikum Rechts der Isar, TUM School of Medicine and Health, Munich, Germany.
- 504 Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway.
- 505 Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.
- 506 Center for Precision Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA.
- 507 Division of Genetic Medicine, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.
- 508 Department of Medicine, Veterans Affairs Boston Healthcare System, Boston, MA, USA.
- 509 Institute for Research and Medical Consultations, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia.
- 510 Department of Genetic Medicine and Development, Centre Medical Universitaire, University of Geneva, Geneva, Switzerland.
- 511 McDonnell Genome Institute and Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA.
- 512 Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan.
- 513 Department of Genome Informatics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.
- 514 Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka, Japan.
- 515 Department of Human Genetics, University of Michigan, Ann Arbor, MI, USA.
- 516 MRC/UVRI and LSHTM Uganda Research Unit, Entebbe, Uganda.
- 517 Department of Allied Health Sciences, University of Connecticut, Storrs, CT, USA.
- 518 Departments of Pediatrics and Genetics, Harvard Medical School, Boston, MA, USA.
- 519 The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ruth.loos@sund.ku.dk.
- 520 Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark. ruth.loos@sund.ku.dk.
- 521 Department of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ruth.loos@sund.ku.dk.
- 522 The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ruth.loos@sund.ku.dk.
- PMID: 40691366
- DOI: 10.1038/s41591-025-03827-z
Polygenic prediction of body mass index and obesity through the life course and across ancestries
Authors
Affiliations
- 1 The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- 2 Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.
- 3 Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
- 4 Department of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- 5 MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.
- 6 Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
- 7 Atlanta VA Health Care System, Decatur, GA, USA.
- 8 Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA.
- 9 Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA.
- 10 Department of Epidemiology, School of Public Health, Nanjing Medical University, Nanjing, China.
- 11 Department of Biostatistics and Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI, USA.
- 12 Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia.
- 13 Department of Public Health, Section of Epidemiology, Algorithmic Fairness Research Group, University of Copenhagen, Copenhagen, Denmark.
- 14 Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- 15 Center for Genomic Data Analytics, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- 16 Department of Internal Medicine, Division of Cardiology, University of Michigan, Ann Arbor, MI, USA.
- 17 Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 18 Department of Population Health Sciences, Geisinger, Danville, PA, USA.
- 19 Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 20 Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
- 21 William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK.
- 22 Digital Environment Research Institute, Queen Mary University of London, London, UK.
- 23 Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan.
- 24 Department of Statistical Genetics, Osaka University Graduate School of Medicine, Osaka, Japan.
- 25 Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- 26 Divisions of Genetics and Rheumatology, Brigham and Women's Hospital and Department of Medicine, Harvard Medical School, Boston, MA, USA.
- 27 Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 28 Department of Biostatistics and Epidemiology, School of Public Health and Health Sciences, University of Massachusetts, Amherst, MA, USA.
- 29 Division of Endocrinology, Boston Children's Hospital, Boston, MA, USA.
- 30 Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA.
- 31 Nuffield Department of Population Health, University of Oxford, Oxford, UK.
- 32 Genetics of Complex Traits, College of Medicine and Health, University of Exeter, Exeter, UK.
- 33 Center for Health Data Science, Section for Health Data Science and Artificial Intelligence, Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
- 34 Nuffield Department of Medicine, Centre for Human Genetics, University of Oxford, Oxford, UK.
- 35 Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia.
- 36 Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.
- 37 Division of Biostatistics and Epidemiology, RTI International, Durham, NC, USA.
- 38 Center for Primary Care and Public Health, University of Lausanne, Lausanne, Switzerland.
- 39 Swiss Institute of Bioinformatics, Lausanne, Switzerland.
- 40 Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
- 41 Department of Family Medicine, University of California, San Diego, La Jolla, CA, USA.
- 42 Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA.
- 43 Institute of Biological Psychiatry, Mental Health Services, Copenhagen University Hospital, Copenhagen, Denmark.
- 44 Thurston Arthritis Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 45 Harvard Medical School, Boston, MA, USA.
- 46 Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology, Hyderabad, India.
- 47 Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA.
- 48 Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.
- 49 Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland.
- 50 Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 51 Quantinuum Research, LLC, Wayne, PA, USA.
- 52 Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA.
- 53 Department of Genetic Epidemiology, University of Regensburg, Regensburg, Germany.
- 54 Department of Ophthalmology, University Hospital Regensburg, Regensburg, Germany.
- 55 Department of Cardiovascular Sciences, University of Leicester, Leicester, UK.
- 56 NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK.
- 57 Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA.
- 58 Department of Congenital Disorders and Danish National Biobank, Statens Serum Institut, Copenhagen, Denmark.
- 59 Department of Public Health, University of Copenhagen, Copenhagen, Denmark.
- 60 Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA.
- 61 Division of Epidemiology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
- 62 Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy.
- 63 Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK.
- 64 Usher Institute, University of Edinburgh, Edinburgh Bioquarter, Edinburgh, UK.
- 65 Centre for Public Health, Queen's University of Belfast, Northern Ireland, UK.
- 66 Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore.
- 67 Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 68 Center for Spatial and Functional Genomics, Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 69 Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- 70 Department of Twin Research and Genetic Epidemiology, King's College London, London, UK.
- 71 Department of Kinesiology, Faculty of Medicine, Université Laval, Québec, QC, Canada.
- 72 Diamantina Institute, The University of Queensland, Brisbane, Queensland, Australia.
- 73 23andMe, Inc., Sunnyvale, CA, USA.
- 74 Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA.
- 75 Institute of Clinical Molecular Biology, Christian Albrechts University of Kiel, Kiel, Germany.
- 76 Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
- 77 Dipartimento di Scienze Mediche Chirurgiche e Sperimentali, Università degli Studi di Sassari, Sassari, Italy.
- 78 Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.
- 79 Section of Statistical Multi-omics, Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK.
- 80 Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.
- 81 Department of Internal Medicine II, University Hospital Regensburg, Regensburg, Germany.
- 82 Department of Nutrition Science and Dietetics, School of Health Sciences, University of the Peloponnese, Kalamata, Greece.
- 83 Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece.
- 84 Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA.
- 85 Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
- 86 Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- 87 Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany.
- 88 German Center for Diabetes Research (DZD), Neuherberg, Germany.
- 89 COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark.
- 90 Department of Pediatrics, Division of Endocrinology, Boston Children's Hospital, Boston, MA, USA.
- 91 Institute of Cardiovascular Science, Faculty of Population Health, University College London, London, UK.
- 92 Molecular Genetics Section, Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.
- 93 Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA.
- 94 Department of Computational Genomics, National Institute of Genomic Medicine, Mexico City, Mexico.
- 95 Institute of Genetic Epidemiology, Medical University of Innsbruck, Innsbruck, Austria.
- 96 Institute for Medical Informatics, Biometry and Epidemiology, University Hospital Essen, Essen, Germany.
- 97 Institute of Medical Informatics and Statistics, Kiel University, Kiel, Germany.
- 98 Rogel Cancer Center, University of Michigan Medicine, Ann Arbor, MI, USA.
- 99 Eurac Research Institute for Biomedicine, Bolzano, Italy.
- 100 Department for Health Evidence, Radboud University Medical Center, Nijmegen, The Netherlands.
- 101 Jackson Heart Study, Department of Medicine, University of Mississippi, Jackson, MS, USA.
- 102 Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark.
- 103 Cardiovascular Medicine/Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK.
- 104 Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
- 105 Department of Biomedicine (Human Genetics) and iSEQ Center, Aarhus University, Aarhus, Denmark.
- 106 The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark.
- 107 BiRC - Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark.
- 108 The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA.
- 109 Department of Medical Sciences, Uppsala University, Uppsala, Sweden.
- 110 Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.
- 111 Translational Research Centre, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark.
- 112 Danish Headache Center, Department of Neurology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark.
- 113 Danish Multiple Sclerosis Center, Department of Neurology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark.
- 114 Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland.
- 115 Bristol Dental School, University of Bristol, Bristol, UK.
- 116 Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- 117 Framingham Heart Study, Framingham, MA, USA.
- 118 Department of Clinical Sciences in Malmö, Lund University, Lund, Sweden.
- 119 Veterans Affairs Boston Healthcare System, Boston, MA, USA.
- 120 Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria.
- 121 Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria.
- 122 School of Medicine and Public Health, University of Newcastle, Callaghan, New South Wales, Australia.
- 123 Leipzig University, Medical Faculty, Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany.
- 124 Leipzig University, Medical Faculty, LIFE Research Center for Civilization Diseases, Leipzig, Germany.
- 125 Department of Biological Psychology, Behaviour and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
- 126 Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
- 127 School of Public Health and Emergency Management, Southern University of Science and Technology, Shenzhen, Guangdong, China.
- 128 Institute for Global Health and Development, Peking University, Beijing, China.
- 129 Program in Metabolism and Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- 130 Center for Genomic Medicine and Diabetes Unit, Endocrine Division, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.
- 131 Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China.
- 132 Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongwon-gun, Republic of Korea.
- 133 Division of Endocrinology and Metabolism, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
- 134 Biomedical Technology Research Center, Tokushima Research Institute, Otsuka Pharmaceutical Co., Ltd., Tokushima, Japan.
- 135 Research Institute, National Center for Global Health and Medicine, Tokyo, Japan.
- 136 Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
- 137 Department of Child and Adolescent Psychiatry and Pediatric Psychology, Section Complex Trait Genetics, Amsterdam Neuroscience, Vrije Universiteit Medical Center, Amsterdam, The Netherlands.
- 138 Department of Biobank Research, Umeå University, Umeå, Sweden.
- 139 Department of Odontology, Umeå University, Umeå, Sweden.
- 140 Center for Clinical Research and Prevention, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Frederiksberg, Denmark.
- 141 Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
- 142 Department of Nutrition and Dietetics, School of Physical Education, Sport Science and Dietetics, University of Thessaly, Trikala, Greece.
- 143 Faculty of Medicine, University of Kelaniya, Colombo, Sri Lanka.
- 144 Osaka University Graduate School of Medicine, Osaka, Japan.
- 145 Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan.
- 146 Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA.
- 147 Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA.
- 148 Centre for Global Health, Usher Institute, University of Edinburgh, Edinburgh, Scotland.
- 149 Centre for Cardiovascular Sciences, Queens Medical Research Institute, University of Edinburgh, Edinburgh, Scotland.
- 150 Department of Clinical Research Design and Evaluation, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul, Republic of Korea.
- 151 Center for Clinical Epidemiology, Research Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea.
- 152 SYNLAB MVZ Humangenetik Mannheim, Mannheim, Germany.
- 153 Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden.
- 154 Department of Computer Science, University of Toronto, Toronto, ON, Canada.
- 155 Department of Anthropology, University of Toronto at Mississauga, Mississauga, ON, Canada.
- 156 Genomics Research Centre, Centre for Genomics and Personalised Health, School of Biomedical Sciences, Qld University of Technology, Kelvin Grove, Queensland, Australia.
- 157 Oneomics, Soonchunhyang Mirai Medical Center, Gyeonggi-do, Republic of Korea.
- 158 Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.
- 159 Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA.
- 160 Center for Alzheimer's and Related Dementias, National Institutes of Health, Bethesda, MD, USA.
- 161 Data Tecnica International, Glen Echo, MD, USA.
- 162 Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- 163 Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- 164 Cancer Genomics Research Laboratory, Leidos Biomedical Research, Inc., Rockville, MD, USA.
- 165 Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA.
- 166 Department of Mathematics and Statistics, St. Cloud State University, St. Cloud, MN, USA.
- 167 Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA.
- 168 Montreal Heart Institute, Montreal, QC, Canada.
- 169 Departments of Ophthalmology and Human Genetics, Radboud University Nijmegen Medical Center, Nijmegen, The Netherlands.
- 170 MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK.
- 171 Department of Clinical Science, Center for Diabetes Research, University of Bergen, Bergen, Norway.
- 172 Department of Clinical Sciences, Lund University Diabetes Centre, Malmö, Sweden.
- 173 Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland.
- 174 Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
- 175 Department of Cardiology, Heart Center, Tampere University Hospital, Tampere, Finland.
- 176 Department of Genetics & Bioinformatics, Dasman Diabetes Institute, Kuwait City, Kuwait.
- 177 National and Kapodistrian University of Athens, Dromokaiteio Psychiatric Hospital, Athens, Greece.
- 178 NIHR Biomedical Research Centre at Guy's and St. Thomas' Foundation Trust, London, UK.
- 179 Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA.
- 180 MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, Scotland.
- 181 Department of Community Health & Epidemiology and Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada.
- 182 Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany.
- 183 Department of Nephrology and Hypertension, University Hospital Erlangen, Friedrich Alexander Universität Erlangen-Nürnberg, Erlangen, Germany.
- 184 Department of Psychiatry, Amsterdam Public Health and Amsterdam Neuroscience Amsterdam UMC/Vrije Universiteit, Amsterdam, The Netherlands.
- 185 Biomedical and Translational Informatics Institute, Geisinger, Danville, PA, USA.
- 186 Department of Genetics, Institute for Biomedical Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 187 Department of Clinical Chemistry, Tampere University Hospital, Wellbeing Services County of Pirkanmaa, Tampere, Finland.
- 188 Institute for Cardiogenetics, University of Lübeck, DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Lübeck/Kiel and University Heart Center Lübeck, Lübeck, Germany.
- 189 Institute of Epidemiology and Biobank PopGen, University Hospital Schleswig Holstein, Campus Kiel and Kiel University, Kiel, Germany.
- 190 Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland.
- 191 Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland.
- 192 Public Health Informatics Unit, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, Nagoya, Japan.
- 193 Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
- 194 Bioinformatics Core Facility, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
- 195 Korea Institute of Science and Technology, Gangneung Institute of Natural Products, Gangneung, Republic of Korea.
- 196 Department of Clinical Biochemistry, Lillebaelt Hospital, Kolding, Denmark.
- 197 Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
- 198 Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK.
- 199 Health Campus The Hague/Public Health and Primary Care, Leiden University Medical Center, The Hague, The Netherlands.
- 200 Institute of Genetics and Biophysics A. Buzzati-Traverso, CNR, Naples, Italy.
- 201 Department of Clinical Biochemistry, Lillebaelt Hospital, Vejle, Denmark.
- 202 The National Centre for Register-based Research, University of Aarhus, Aarhus, Denmark.
- 203 Medical School, University of Split, Šoltanska 2, Split, Croatia.
- 204 Algebra University College, Zagreb, Croatia.
- 205 Center for Data and Computational Sciences, VA Boston Healthcare System, Boston, MA, USA.
- 206 Center for Non-Communicable Diseases, Karachi, Pakistan.
- 207 Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
- 208 Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
- 209 Hunter Medical Research Institute, New Lambton Heights, New South Wales, Australia.
- 210 Department of Medicine, Division of Endocrinology, Diabetes & Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA.
- 211 Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, MD, USA.
- 212 Unit of Genomics of Complex Diseases, Institut de Recerca Sant Pau (IR Sant Pau), Barcelona, Spain.
- 213 Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Center for Molecular Medicine, Stockholm, Sweden.
- 214 Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.
- 215 Institute for Maternal and Child Health, IRCCS Burlo Garofolo, Trieste, Italy.
- 216 Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
- 217 Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA.
- 218 Department of Biomedical Science, Hallym University, Chuncheon, Republic of Korea.
- 219 Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche (CNR), Cagliari, Italy.
- 220 Department of Cell and Chemical Biology, Leiden University Medical Center, Leiden, The Netherlands.
- 221 Department of Epidemiology and Data Science, Amsterdam Public Health Institute, Amsterdam Cardiovascular Sciences Institute, Amsterdam UMC, location VUmc, Amsterdam, The Netherlands.
- 222 Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA.
- 223 Icelandic Heart Association, Kopavogur, Iceland.
- 224 deCODE Genetics/Amgen, Inc., Reykjavik, Iceland.
- 225 Department of Public Health Sciences, Parkinson School of Health Sciences and Public Health, Loyola University Chicago, Maywood, IL, USA.
- 226 VA Palo Alto Health Care System, Palo Alto, CA, USA.
- 227 Gladstone Institute of Data Science and Biotechnology, Gladstone Institute, San Francisco, CA, USA.
- 228 Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany.
- 229 DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.
- 230 Cardiology Division, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA.
- 231 Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK.
- 232 Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands.
- 233 Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands.
- 234 Central Diagnostic Laboratory, Division Laboratories, Pharmacy, and Biomedical Genetics, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
- 235 Department of Genome Sciences, University of Virginia, Charlottesville, VA, USA.
- 236 Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands.
- 237 Laboratory of Genetic Metabolic Diseases, Amsterdam UMC, University of Amsterdam, Amsterdam Gastroenterology and Metabolism, Amsterdam Cardiovascular Sciences Institute, Amsterdam, The Netherlands.
- 238 Core Facility Metabolomics, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.
- 239 Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
- 240 Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
- 241 Department of Biobehavioral Health, Pennsylvania State University, University Park, PA, USA.
- 242 Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
- 243 Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan.
- 244 Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA.
- 245 Beijing Institute of Ophthalmology, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Sciences Key Laboratory, Beijing, China.
- 246 Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA.
- 247 NIHR Barts Cardiovascular Biomedical Research Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK.
- 248 Department of Ophthalmology, Beijing Tongren Hospital, Capital Medical University, Beijing, China.
- 249 Information Management Services, Inc., Calverton, UK.
- 250 Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK.
- 251 Department of Dermatology, Medical University of Vienna, Vienna, Austria.
- 252 Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway.
- 253 Department of Neurology, Oslo University Hospital, Oslo, Norway.
- 254 Unit for Lifelong Health and Ageing at UCL, Institute of Cardiovascular Science, University College London, London, UK.
- 255 Institute of Genetic Epidemiology, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany.
- 256 Department of Medicine IV - Nephrology and Primary Care, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany.
- 257 Institute of Molecular Medicine, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA.
- 258 Department of Medical Biochemistry, Kurume University School of Medicine, Kurume, Japan.
- 259 Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA.
- 260 Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA.
- 261 Department of Psychology, University of Minnesota, Minneapolis, MN, USA.
- 262 Department of Genetic Medicine, Weill Cornell Medicine, Doha, Qatar.
- 263 Department of Computer and Systems Engineering, Alexandria University, Alexandria, Egypt.
- 264 Department of Cardiology, German Heart Centre Munich, Technical University Munich, Munich, Germany.
- 265 Department of Epidemiology and Biostatistics, Imperial College London, London, UK.
- 266 Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK.
- 267 Victor Phillip Dahdaleh Heart & Lung Research Institute, Cambridge Biomedical Campus, Cambridge, UK.
- 268 Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
- 269 Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA.
- 270 Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- 271 Amsterdam Cardiovascular Sciences Institute, Amsterdam, The Netherlands.
- 272 Molecular Epidemiology Section, Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, The Netherlands.
- 273 Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 274 Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 275 Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands.
- 276 Latin American Brain Health (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
- 277 Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico.
- 278 Tecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud, Monterrey, Mexico.
- 279 Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA.
- 280 Department of Cardiology, Amsterdam Cardiovascular Sciences Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands.
- 281 Institute of Health Informatics, University College London, London, UK.
- 282 The National Institute for Health Research University College London Hospitals Biomedical Research Centre, University College London, London, UK.
- 283 HUNT Center for Molecular and Clinical Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, NTNU, Trondheim, Norway.
- 284 HUNT Research Center, Department of Public Health and Nursing, Norwegian University of Science and Technology, Levanger, Norway.
- 285 Department of Endocrinology, Clinic of Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.
- 286 Department of Nephrology, University Hospital Regensburg, Regensburg, Germany.
- 287 Geriatric Unit, Azienda Toscana Centro, Florence, Italy.
- 288 Medical School, Royal Perth Hospital Unit, University of Western Australia, Perth, Western Australia, Australia.
- 289 Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University (JNU), New Delhi, India.
- 290 Institute of Molecular Genetics, National Research Council of Italy, Pavia, Italy.
- 291 Human Genetics Center and Department of Epidemiology, The University of Texas Health Science Center at Houston, Houston, TX, USA.
- 292 Department of Nephrology and Rheumatology, Kliniken Südostbayern, Regensburg, Germany.
- 293 KfH Kidney Center Traunstein, Traunstein, Germany.
- 294 USC-Office of Population Studies Foundation, Inc., University of San Carlos, Cebu City, Philippines.
- 295 Department of Nutrition and Dietetics, University of San Carlos, Cebu City, Philippines.
- 296 Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, LA, USA.
- 297 Institute of Regional Health Research, University of Southern Denmark, Odense, Denmark.
- 298 Clinic of Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.
- 299 Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.
- 300 Department of Cardiology, Ealing Hospital, London North West University Healthcare NHS Trust, Middlesex, UK.
- 301 Imperial College Healthcare NHS Trust, Imperial College London, London, UK.
- 302 Lightening Lives, Hyderabad, India.
- 303 Department of Ophthalmology, National University of Singapore and National University Health System, Singapore, Singapore.
- 304 Ocular Epidemiology, Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.
- 305 Danish Aging Research Center, University of Southern Denmark, Odense, Denmark.
- 306 Department of Medical Genetics, Oslo University Hospital, Oslo, Norway.
- 307 Department of Medical Research, Bærum Hospital, Vestre Viken Hospital Trust, Gjettum, Norway.
- 308 IRCCS Neuromed, Pozzilli (IS), Pozzilli, Italy.
- 309 Department of Neurology, Division of Vascular Neurology, University of Maryland School of Medicine, Baltimore, MD, USA.
- 310 Department of Neurology, Baltimore Veterans Affairs Medical Center, Baltimore, MD, USA.
- 311 Unidad de Investigación Médica en Bioquímica, Hospital de Especialidades, Centro Médico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico.
- 312 Dipartimento di Scienze Biomediche, Università degli Studi di Sassari, Sassari, Italy.
- 313 Intermountain Heart Institute, Intermountain Medical Center, Murray, UT, USA.
- 314 Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA.
- 315 Department of Vascular Surgery, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands.
- 316 Amsterdam Public Health and Amsterdam Neuroscience, Amsterdam UMC/Vrije Universiteit, Amsterdam, The Netherlands.
- 317 Department of Human Nutrition, Wageningen University, Wageningen, The Netherlands.
- 318 Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA.
- 319 Department of Oncology, University of Cambridge, Cambridge, UK.
- 320 Department of Nephrology and Medical Intensive Care, Charité - Universitätsmedizin Berlin, Berlin, Germany.
- 321 Department of General Practice, Amsterdam Public Health Institute, Amsterdam UMC, location VUmc, Amsterdam, The Netherlands.
- 322 Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA.
- 323 Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
- 324 Cardiac Arrhythmia Service, Massachusetts General Hospital, Boston, MA, USA.
- 325 Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
- 326 Molecular Cardiology Division, Victor Chang Cardiac Research Institute, Darlinghurst, New South Wales, Australia.
- 327 Department of Cardiology, St. Vincent's Hospital, Darlinghurst, New South Wales, Australia.
- 328 Faculty of Medicine, UNSW Sydney, Kensington, New South Wales, Australia.
- 329 Translational Gerontology Branch, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA.
- 330 Department of Medicine, Harvard Medical School, Boston, MA, USA.
- 331 Diabetes Unit, Massachusetts General Hospital, Boston, MA, USA.
- 332 Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK.
- 333 Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA.
- 334 Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Helsingborg, Sweden.
- 335 Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, MD, USA.
- 336 Section on Nephrology, Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA.
- 337 Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München Research Center for Environmental Health, Neuherberg, Germany.
- 338 College of Allied Health Professions, University of Nebraksa Medical Center, Omaha, NE, USA.
- 339 Centro de Investigacion en Salud Poblacional Instituto Nacional de Salud Publica and Centro de Estudios en Diabetes, Cuernavaca Morelos, Mexico.
- 340 Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 341 Division of Endocrinology and Diabetes, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 342 Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 343 Faculty of Medicine, University of Iceland, Reykjavik, Iceland.
- 344 Department of Preventive Medicine, Keck School of Medicine of USC, Los Angeles, CA, USA.
- 345 Division of Pulmonary Medicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- 346 Department of Clinical and Biomedical Sciences, University of Exeter, Exeter, UK.
- 347 Khoo Teck Puat - National University Children's Medical Institute, National University Health System, Singapore, Singapore.
- 348 Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria.
- 349 Research Unit of Biomedicine and Internal Medicine, Biocenter of Oulu, Medical Research Center, University of Oulu, Oulu, Finland.
- 350 Department of Pediatric Gastroenterology and Metabolic Diseases, Poznan University of Medical Sciences, Poznań, Poland.
- 351 Menzies Institute for Medical Research, University of Tasmania, Hobart, Tasmania, Australia.
- 352 Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, University of Melbourne, Melbourne, Victoria, Australia.
- 353 Lions Eye Institute, Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, Western Australia, Australia.
- 354 Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA.
- 355 Department of Genetics, Shanghai-MOST Key Laboratory of Heath and Disease Genomics, Chinese National Human Genome Center and Shanghai Industrial Technology Institute, Shanghai, China.
- 356 Department of Internal Medicine, University of Utah, Salt Lake City, UT, USA.
- 357 Department of Pediatrics, Tampere University Hospital, Tampere, Finland.
- 358 Department of Pediatrics, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
- 359 Australian Centre for Precision Health, Clinical and Health Sciences, University of South Australia, Adelaide, South Australia, Australia.
- 360 South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia.
- 361 Department of Environmental and Preventive Medicine, Jichi Medical University School of Medicine, Shimotsuke, Japan.
- 362 Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA.
- 363 Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulun, Finland.
- 364 Unit of Primary Health Care, Oulu University Hospital, OYS, Oulu, Finland.
- 365 Department of Life Sciences, College of Health and Life Sciences, Brunel University London, Uxbridge, UK.
- 366 The Eye Hospital, School of Ophthalmology & Optometry, Wenzhou Medical University, Wenzhou, China.
- 367 Institut Français de Myopie, Hôpital Fondation Rothschild, Paris, France.
- 368 Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.
- 369 Privatpraxis Prof. Jonas und Dr. Panda-Jonas, Heidelberg, Germany.
- 370 L V Prasad Eye Institute, Hyderabad, India.
- 371 Einthoven Laboratory for Experimental Vascular Medicine, LUMC, Leiden, The Netherlands.
- 372 Netherlands Heart Institute, Utrecht, The Netherlands.
- 373 Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland.
- 374 Department of Clinical Physiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
- 375 Laboratory of Complex Trait Genomics, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan.
- 376 Department of Ophthalmology, The Catholic University of Korea Incheon St. Mary's Hospital, Incheon, Republic of Korea.
- 377 Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Churchill Hospital, Oxford, UK.
- 378 NIHR Oxford Biomedical Research Centre, Churchill Hospital, Oxford, UK.
- 379 German Centre for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany.
- 380 Verve Therapeutics, Boston, MA, USA.
- 381 Brigham and Women's Hospital, Boston, MA, USA.
- 382 Department of Urology, Radboud University Medical Center, Nijmegen, The Netherlands.
- 383 Corneal Dystrophy Research Institute, Yonsei University College of Medicine, Seoul, Republic of Korea.
- 384 Saevit Eye Hospital, Goyang-si, Republic of Korea.
- 385 Department of Biochemistry, College of Medicine, Ewha Womans University, Seoul, Republic of Korea.
- 386 Department of Cardiology, University Heart and Vascular Center UKE Hamburg, Hamburg, Germany.
- 387 Institute of Cardiovascular Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK.
- 388 German Center for Cardiovascular Research, Partner Site, Hamburg/Kiel/Lübeck, Germany.
- 389 Atrial Fibrillation NETwork, Münster, Germany.
- 390 UCL Brain Sciences, University College London, London, UK.
- 391 Clinicum, University of Helsinki, Helsinki, Finland.
- 392 Healthy Longevity Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- 393 Department of Medicine, University of Helsinki, Helsinki University Hospital, Helsinki, Finland.
- 394 Minerva Foundation Institute for Medical Research, Helsinki, Finland.
- 395 First Department of Propaedeutic Internal Medicine, Medical School, National and Kapodistrian University of Athens, Laiko General Hospital, Athens, Greece.
- 396 MRC-PHE Centre for Environment and Health, Imperial College London, London, UK.
- 397 National Heart and Lung Institute, Imperial College London, London, UK.
- 398 Medical Department III - Endocrinology, Nephrology, Rheumatology, Leipzig University Medical Center, Leipzig, Germany.
- 399 Institute for Social and Economic Research, University of Essex, Wivenhoe Park, UK.
- 400 Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland.
- 401 Department of Medicine, University of Colorado at Denver, Aurora, CO, USA.
- 402 Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany.
- 403 Precision Healthcare University Research Institute, Queen Mary University of London, London, UK.
- 404 Department of Internal Medicine, Ewha Womans University School of Medicine, Seoul, Republic of Korea.
- 405 Department of Epidemiology and Biostatistics, Peking University Health Science Center, Beijing, China.
- 406 Peking University Center for Public Health and Epidemic Preparedness & Response, Beijing, China.
- 407 Institute of Epidemiology and Biobank Popgen, Kiel University, Kiel, Germany.
- 408 Key Laboratory of Systems Health Science of Zhejiang Province, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Hangzhou, China.
- 409 Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
- 410 Division of Cardiovascular Medicine and Abboud Cardiovascular Research Center, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.
- 411 Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
- 412 Division of Cardiology, University of California, San Francisco, San Francisco, CA, USA.
- 413 Department of Medicine, Internal Medicine, Lausanne University Hospital, Lausanne, Switzerland.
- 414 University of Lausanne, Lausanne, Switzerland.
- 415 SYNLAB Academy, SYNLAB Holding Deutschland GmbH, Mannheim, Germany.
- 416 Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria.
- 417 Department of Medicine, Division of Cardiology, Duke University School of Medicine, Durham, NC, USA.
- 418 Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC, USA.
- 419 Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
- 420 Geriatric Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
- 421 Centre for Vision Research and Department of Ophthalmology, Westmead Millennium Institute of Medical Research, University of Sydney, Sydney, New South Wales, Australia.
- 422 Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands.
- 423 Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK.
- 424 Data Tecnica, Washington, DC, USA.
- 425 Electrophysiology Section, Division of Cardiovascular Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 426 Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- 427 Department of Chronic Diseases, Norwegian Institute of Public Health, Oslo, Norway.
- 428 Department of Pain Management and Research, Oslo University Hospital, Oslo, Norway.
- 429 Department of Cardiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology Tampere University, Tampere, Finland.
- 430 Institute of Human Genetics, School of Medicine & University Hospital Bonn, Bonn, Germany.
- 431 Department of Medicine, College of Medicine, University of Ibadan, Ibadan, Nigeria.
- 432 Department of Drug Treatment, Sahlgrenska University Hospital, Gothenburg, Sweden.
- 433 Laboratorio de Inmunogenómica y Enfermedades Metabólicas, Instituto Nacional de Medicina Genómica, CDMX, Mexico City, Mexico.
- 434 Paavo Nurmi Centre and Unit for Health and Physical Activity, University of Turku, Turku, Finland.
- 435 Institute for Precision Health, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA.
- 436 Pat MacPherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Population Health and Genomics, School of Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK.
- 437 Centre Nutrition, santé et société (NUTRISS), Institute of Nutrition and Functional Foods, Université Laval, Québec, QC, Canada.
- 438 Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
- 439 Institute for Medical Information Processing, Biometry and Epidemiology, Medical Faculty, Ludwig Maximilians Universität München, Munich, Germany.
- 440 Population, Policy and Practice, UCL Great Ormond Street Hospital Institute of Child Health, London, UK.
- 441 Department of Epidemiology, University of Washington, Seattle, WA, USA.
- 442 Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA.
- 443 Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- 444 Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland.
- 445 InFLAMES Research Flagship, University of Turku, Turku, Finland.
- 446 Second Department of Cardiology, Medical School, National and Kapodistrian University of Athens, University General Hospital Attikon, Athens, Greece.
- 447 Center for Biostatistics and Data Science, Washington University School of Medicine, St. Louis, MO, USA.
- 448 Genetics, Merck Sharp & Dohme Corp., Kenilworth, NJ, USA.
- 449 Department of Endocrinology and Metabolism, Kyung Hee University School of Medicine, Dongdaemun-gu, Seoul, Republic of Korea.
- 450 Department of Public Health, Clinicum, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
- 451 Departments of Medicine, Pharmacology, and Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
- 452 Center for Cohort Studies, Total Healthcare Center, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.
- 453 Department of Occupational and Environmental Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.
- 454 Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore.
- 455 Department of Medicine, University of Ibadan, Ibadan, Nigeria.
- 456 Department of Cardiology and Department of Medicine, Columbia University, Columbia, NY, USA.
- 457 Department of Pediatrics, Section of Genetics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- 458 Department of Pharmaceutical Sciences, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- 459 Department of Physiology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- 460 Oklahoma Center for Neuroscience, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- 461 Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK.
- 462 Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Medical University of Graz, Graz, Austria.
- 463 Institute of Nutritional Science, University of Potsdam, Nuthetal, Germany.
- 464 Deutsches Herzzentrum München, Cardiology, Deutsches Zentrum für Herz- und Kreislaufforschung (DZHK) - Munich Heart Alliance and Technische Universität München, München, Germany.
- 465 School of Biomedical Science and Pharmacy, University of Newcastle, Callaghan, New South Wales, Australia.
- 466 Institute of Molecular and Genomic Medicine, National Health Research Institutes, Zhunan, Taiwan.
- 467 Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
- 468 Department of Social Medicine, Population and Public Health, School of Medicine, University of California, Riverside, Riverside, CA, USA.
- 469 Department of Medicine I, University Hospital, LMU Munich, Munich, Germany.
- 470 Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden.
- 471 The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, Sweden.
- 472 Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund University, Lund, Sweden.
- 473 Population Health Research Institute, St. George's University of London, London, UK.
- 474 Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore.
- 475 Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
- 476 Department of Medicine, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada.
- 477 Helsinki University Hospital, Helsinki, Finland.
- 478 Helsinki University Central Hospital, Research Program for Clinical and Molecular Metabolism, University of Helsinki, Helsinki, Finland.
- 479 Folkhälsan Research Center, Helsinki, Finland.
- 480 Department of Public Health, University of Helsinki, Helsinki, Finland.
- 481 Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia.
- 482 Unidad de Biología Molecular y Medicina Genómica, Instituto de Investigaciones Biomédicas, UNAM, Mexico City, Mexico.
- 483 Milken Institute School of Public Health, The George Washington University, Washington, DC, USA.
- 484 Department of Geriatric Medicine, Amsterdam Public Health, Amsterdam UMC, location University of Amsterdam, Amsterdam, The Netherlands.
- 485 Department of Epidemiology and Data Science, Amsterdam UMC, Amsterdam, The Netherlands.
- 486 School of Nutrition, Faculty of Agricultural and Food Sciences, Université Laval, Québec, QC, Canada.
- 487 Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany.
- 488 Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany.
- 489 Unidad de Investigación Médica en Epidemiología Clínica, Hospital de Especialidades, Centro Médico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico.
- 490 Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK.
- 491 Hero DMC Heart Institute, Dayanand Medical College, Ludhiana, India.
- 492 Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA.
- 493 Department of Physiology & Neuroscience, Keck School of Medicine of USC, Los Angeles, CA, USA.
- 494 USC Diabetes and Obesity Research Institute, Keck School of Medicine of USC, Los Angeles, CA, USA.
- 495 Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
- 496 School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua Medicine, Tsinghua University, Beijing, China.
- 497 Diabetes Unit, KEM Hospital and Research Centre, Pune, India.
- 498 School of Life Sciences, Westlake University, Hangzhou, China.
- 499 Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China.
- 500 Kurume University School of Medicine, Kurume, Japan.
- 501 Cancer Epidemiology and Prevention Program, UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
- 502 Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA.
- 503 Technical University of Munich and Klinikum Rechts der Isar, TUM School of Medicine and Health, Munich, Germany.
- 504 Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway.
- 505 Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.
- 506 Center for Precision Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA.
- 507 Division of Genetic Medicine, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.
- 508 Department of Medicine, Veterans Affairs Boston Healthcare System, Boston, MA, USA.
- 509 Institute for Research and Medical Consultations, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia.
- 510 Department of Genetic Medicine and Development, Centre Medical Universitaire, University of Geneva, Geneva, Switzerland.
- 511 McDonnell Genome Institute and Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA.
- 512 Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan.
- 513 Department of Genome Informatics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.
- 514 Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka, Japan.
- 515 Department of Human Genetics, University of Michigan, Ann Arbor, MI, USA.
- 516 MRC/UVRI and LSHTM Uganda Research Unit, Entebbe, Uganda.
- 517 Department of Allied Health Sciences, University of Connecticut, Storrs, CT, USA.
- 518 Departments of Pediatrics and Genetics, Harvard Medical School, Boston, MA, USA.
- 519 The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ruth.loos@sund.ku.dk.
- 520 Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark. ruth.loos@sund.ku.dk.
- 521 Department of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ruth.loos@sund.ku.dk.
- 522 The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ruth.loos@sund.ku.dk.
- PMID: 40691366
- DOI: 10.1038/s41591-025-03827-z
Abstract
Polygenic scores (PGSs) for body mass index (BMI) may guide early prevention and targeted treatment of obesity. Using genetic data from up to 5.1 million people (4.6% African ancestry, 14.4% American ancestry, 8.4% East Asian ancestry, 71.1% European ancestry and 1.5% South Asian ancestry) from the GIANT consortium and 23andMe, Inc., we developed ancestry-specific and multi-ancestry PGSs. The multi-ancestry score explained 17.6% of BMI variation among UK Biobank participants of European ancestry. For other populations, this ranged from 16% in East Asian-Americans to 2.2% in rural Ugandans. In the ALSPAC study, children with higher PGSs showed accelerated BMI gain from age 2.5 years to adolescence, with earlier adiposity rebound. Adding the PGS to predictors available at birth nearly doubled explained variance for BMI from age 5 onward (for example, from 11% to 21% at age 8). Up to age 5, adding the PGS to early-life BMI improved prediction of BMI at age 18 (for example, from 22% to 35% at age 5). Higher PGSs were associated with greater adult weight gain. In intensive lifestyle intervention trials, individuals with higher PGSs lost modestly more weight in the first year (0.55 kg per s.d.) but were more likely to regain it. Overall, these data show that PGSs have the potential to improve obesity prediction, particularly when implemented early in life.
© 2025. The Author(s).
Conflict of interest statement
Competing interests: The views expressed in this article are those of the author(s) and not necessarily those of the NHS, the NIHR or the Department of Health. M.I.McC. (since June 2019) and A.Mah (since January 2020) are employees of Genentech and holders of Roche stock. Yu.J., Ji.S. and Ad.A. are employed by and hold stock or stock options in 23andMe, Inc. S.W.v.d.L. has received Roche funding for unrelated work. M.J.Ca. is Chief Scientist for Genomics England, a UK Government company. P.S. has received research awards from Pfizer, Inc. D.H. is currently employed at Bristol Myers Squibb. G.C.-P. is an employee of 23andMe, Inc. Since completing the work contributed to this paper, D.J.T. has left the University of Cambridge and is now employed by Genomics plc. I.N. is an employee and stock owner of Gilead Sciences; this work was conducted before employment by Gilead Sciences. P.Ki. received research support for basic, translational and clinical research projects from the German Research Foundation (DFG), the European Union, the British Heart Foundation, the Leducq Foundation, the Else-Kröner-Fresenius Foundation, the Dutch Heart Foundation (DHF), the Accelerating Clinical Trials funding stream in Canada, the Medical Research Council (UK) and the German Center for Cardiovascular Research and from several drug and device companies active in atrial fibrillation and has received honoraria from several such companies in the past but not in the last 5 years. P.Ki. is listed as inventor on two issued patents held by the University of Hamburg (Atrial Fibrillation Therapy WO 2015140571 and Markers for Atrial Fibrillation WO 2016012783). M.R. received consultancy fees from Bayer (OCEANIC-AF national PI) and InCarda Therapeutics (RESTORE-SR national PI) to the institution, unrelated to this research/dataset. M.J.Cu. has served on advisory boards or consulted for Boston Scientific, Biosense Webster, Janssen Scientific Affairs and Johnson & Johnson. R.J.F.L. has acted as a member of advisory boards and as a speaker for Eli Lilly and the Novo Nordisk Foundation, for which she has received fees. S.N. is a scientific advisor to Circle software, ADAS software, CardioSolv and ImriCor and receives grant support from Biosense Webster, ADAS software and ImriCor. S.A.Lu. is an employee of Novartis. S.A.Lu. received sponsored research support from Bristol Myers Squibb, Pfizer, Boehringer Ingelheim, Fitbit, Medtronic, Premier and IBM and has consulted for Bristol Myers Squibb, Pfizer, Blackstone Life Sciences and Invitae. P.T.E. receives sponsored research support from Bayer AG, Bristol Myers Squibb, Pfizer and Novo Nordisk; he has also served on advisory boards or consulted for Bayer AG. Her.S. has received honoraria for consulting from AstraZeneca, MSD/Merck, Daiichi, Servier, Amgen and Takeda Pharma. He has additionally received honoraria for lectures and/or chairs from AstraZeneca, BayerVital, BRAHMS, Daiichi, Medtronic, Novartis, Sanofi and Servier. S.E.G. is employed by Regeneron. C.J.W. is employed by Regeneron. B.M.P. serves on the Steering Committee of the Yale Open Data Access Project funded by Johnson & Johnson. K.S. is employed by deCODE Genetics/Amgen, Inc. Va.S. is employed by deCODE Genetics/Amgen, Inc. G.T. is employed by deCODE Genetics/Amgen, Inc. U.T. is employed by deCODE Genetics/Amgen, Inc. E.Ba. is an employee of Empirico, Inc. Al.K. declares having received research grants through his affiliation from Novo Nordisk and Pharmaserve Lilly and consulting honoraria from Pharmaserve Lilly, Sanofi-Aventis, Novo Nordisk, MSD, AstraZeneca, ELPEN Pharma, Boehringer Ingelheim, Galenica Pharma, Epsilon Health and Winmedica. J.N.H. holds equity in Camp4 Therapeutics. A.E.L. is currently employed by and holds stock in Regeneron Pharmaceuticals, Inc. G.R.A. is an employee of Regeneron Pharmaceuticals and owns stock and stock options in Regeneron Pharmaceuticals. A.Pa. is currently employed by and holds stock in Regeneron Pharmaceuticals. O.G. is an employee and stock owner of UCB Pharma; this work was conducted before employment by UCB. N.G. is currently employed at Novo Nordisk A/S. M.E.K. is employed by SYNLAB Holding Deutschland GmbH. W.M. reports grants and personal fees from AMGEN, BASF, Sanofi, Siemens Diagnostics, Aegerion Pharmaceuticals, AstraZeneca, Danone Research, Numares, Pfizer and Hoffmann-La Roche; personal fees from MSD and Alexion; and grants from Abbott Diagnostics, all outside the submitted work. W.M. is employed by Synlab Holding Deutschland GmbH. C.J.O. is a current employee of Novartis Biomedical Research. S.M.D. receives research support from RenalytixAI and in-kind research support from Novo Nordisk, outside the scope of the current research. Ca.S. is currently employed by and holds stock in Regeneron Pharmaceuticals. J.C.F. received speaking honoraria from AstraZeneca, Merck and Novo Nordisk for talks over which he had full control of content and a consulting honorarium from AstraZeneca. H.L.L. receives support from a consulting contract between Data Tecnica International and the National Institute on Aging (NIA), National Institutes of Health (NIH). M.A.N. receives support from a consulting contract between Data Tecnica and the NIA, NIH. T.D.S. is a co-founder and shareholder of ZOE, Ltd. P.R.H.J.T. is a salaried employee of BioAge Labs, Inc. A.I.d.H. is currently an employee of AbbVie. The remaining authors declare no competing interests.
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